Jacob Metcalf and Kate Crawford illustrate how proposed changes to the regulations governing human-subjects research protections do not address certain harms caused by big data research that uses public datasets, and discuss what ethical protections "data subjects" might require. Published in Big Data and Society, Spring 2016.